Pandas Profiling Report

Dataset statistics

Number of variables	21
Number of observations	17908
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	2.9 MiB
Average record size in memory	168.0 B

Variable types

Numeric	17
Categorical	4

Alerts

`risk_score_4` is highly correlated with `risk_score_5`	High correlation
`risk_score_5` is highly correlated with `risk_score_4`	High correlation
`risk_score_4` is highly correlated with `risk_score_5`	High correlation
`risk_score_5` is highly correlated with `risk_score_4`	High correlation
`risk_score_3` is highly correlated with `risk_score_5`	High correlation
`risk_score_4` is highly correlated with `risk_score_5`	High correlation
`risk_score_5` is highly correlated with `risk_score_3` and 1 other fields	High correlation
`ext_quality_score` is highly correlated with `ext_quality_score_2`	High correlation
`ext_quality_score_2` is highly correlated with `ext_quality_score`	High correlation
`months_employed` has 13201 (73.7%) zeros	Zeros
`years_employed` has 694 (3.9%) zeros	Zeros
`current_address_year` has 1486 (8.3%) zeros	Zeros
`personal_account_m` has 263 (1.5%) zeros	Zeros
`personal_account_y` has 398 (2.2%) zeros	Zeros

Reproduction

Analysis started	2022-12-13 14:36:59.620887
Analysis finished	2022-12-13 14:37:57.576897
Duration	57.96 seconds
Software version	pandas-profiling v3.2.0
Download configuration	config.json

entry_id
Real number (ℝ_≥0)

Distinct	17888
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5596977.616

Minimum	1111398
Maximum	9999874
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	140.0 KiB

Quantile statistics

Minimum	1111398
5-th percentile	1571268.4
Q1	3378998.75
median	5608376
Q3	7805624.25
95-th percentile	9563219.15
Maximum	9999874
Range	8888476
Interquartile range (IQR)	4426625.5

Descriptive statistics

Standard deviation	2562472.751
Coefficient of variation (CV)	0.4578315167
Kurtosis	-1.200819058
Mean	5596977.616
Median Absolute Deviation (MAD)	2214168.5
Skewness	-0.01573015823
Sum	1.002306752 × 10¹¹
Variance	6.566266598 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4455352	2	< 0.1%
8156839	2	< 0.1%
1540097	2	< 0.1%
5946902	2	< 0.1%
7845110	2	< 0.1%
9732127	2	< 0.1%
3903643	2	< 0.1%
9276506	2	< 0.1%
2352669	2	< 0.1%
6739041	2	< 0.1%
Other values (17878)	17888	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1111398	1	< 0.1%
1111512	1	< 0.1%
1111600	1	< 0.1%
1112315	1	< 0.1%
1112537	1	< 0.1%
1112907	1	< 0.1%
1114070	1	< 0.1%
1114089	1	< 0.1%
1114268	1	< 0.1%
1114275	1	< 0.1%

Value	Count	Frequency (%)
9999874	1	< 0.1%
9999421	1	< 0.1%
9998678	1	< 0.1%
9997871	1	< 0.1%
9997796	1	< 0.1%
9997128	1	< 0.1%
9997079	1	< 0.1%
9995957	1	< 0.1%
9995338	1	< 0.1%
9995118	1	< 0.1%

age
Real number (ℝ_≥0)

Distinct	72
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	43.01541211

Minimum	18
Maximum	96
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	140.0 KiB

Quantile statistics

Minimum	18
5-th percentile	25
Q1	34
median	42
Q3	51
95-th percentile	63
Maximum	96
Range	78
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	11.87310691
Coefficient of variation (CV)	0.276019834
Kurtosis	-0.3603232559
Mean	43.01541211
Median Absolute Deviation (MAD)	9
Skewness	0.3164827428
Sum	770320
Variance	140.9706677
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
37	570	3.2%
43	559	3.1%
38	547	3.1%
39	546	3.0%
44	543	3.0%
34	531	3.0%
42	522	2.9%
40	520	2.9%
45	515	2.9%
46	513	2.9%
Other values (62)	12542	70.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
18	31	0.2%
19	47	0.3%
20	73	0.4%
21	77	0.4%
22	143	0.8%
23	185	1.0%
24	225	1.3%
25	241	1.3%
26	291	1.6%
27	335	1.9%

Value	Count	Frequency (%)
96	1	< 0.1%
89	1	< 0.1%
87	1	< 0.1%
86	3	< 0.1%
85	3	< 0.1%
84	6	< 0.1%
83	2	< 0.1%
82	4	< 0.1%
81	3	< 0.1%
80	14	0.1%

pay_schedule
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	140.0 KiB

bi-weekly	10716
weekly	3696
semi-monthly	2004
monthly	1492

Length

Max length	12
Median length	9
Mean length	8.549921823
Min length	6

Characters and Unicode

Total characters	153112
Distinct characters	14
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	bi-weekly
2nd row	weekly
3rd row	weekly
4th row	bi-weekly
5th row	semi-monthly

Common Values

Value	Count	Frequency (%)
bi-weekly	10716	59.8%
weekly	3696	20.6%
semi-monthly	2004	11.2%
monthly	1492	8.3%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
bi-weekly	10716	59.8%
weekly	3696	20.6%
semi-monthly	2004	11.2%
monthly	1492	8.3%

Most occurring characters

Value	Count	Frequency (%)
e	30828	20.1%
y	17908	11.7%
l	17908	11.7%
k	14412	9.4%
w	14412	9.4%
-	12720	8.3%
i	12720	8.3%
b	10716	7.0%
m	5500	3.6%
h	3496	2.3%
Other values (4)	12492	8.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	140392	91.7%
Dash Punctuation	12720	8.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	30828	22.0%
y	17908	12.8%
l	17908	12.8%
k	14412	10.3%
w	14412	10.3%
i	12720	9.1%
b	10716	7.6%
m	5500	3.9%
h	3496	2.5%
t	3496	2.5%
Other values (3)	8996	6.4%

Dash Punctuation

Value	Count	Frequency (%)
-	12720	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	140392	91.7%
Common	12720	8.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	30828	22.0%
y	17908	12.8%
l	17908	12.8%
k	14412	10.3%
w	14412	10.3%
i	12720	9.1%
b	10716	7.6%
m	5500	3.9%
h	3496	2.5%
t	3496	2.5%
Other values (3)	8996	6.4%

Common

Value	Count	Frequency (%)
-	12720	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	153112	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	30828	20.1%
y	17908	11.7%
l	17908	11.7%
k	14412	9.4%
w	14412	9.4%
-	12720	8.3%
i	12720	8.3%
b	10716	7.0%
m	5500	3.6%
h	3496	2.3%
Other values (4)	12492	8.2%

home_owner
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	140.0 KiB

0	10294
1	7614

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	17908
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	10294	57.5%
1	7614	42.5%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
0	10294	57.5%
1	7614	42.5%

Most occurring characters

Value	Count	Frequency (%)
0	10294	57.5%
1	7614	42.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	17908	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	10294	57.5%
1	7614	42.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	17908	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	10294	57.5%
1	7614	42.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	17908	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	10294	57.5%
1	7614	42.5%

income
Real number (ℝ_≥0)

Distinct	2284
Distinct (%)	12.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3657.214653

Minimum	905
Maximum	9985
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	140.0 KiB

Quantile statistics

Minimum	905
5-th percentile	1705
Q1	2580
median	3260
Q3	4670
95-th percentile	6585
Maximum	9985
Range	9080
Interquartile range (IQR)	2090

Descriptive statistics

Standard deviation	1504.890063
Coefficient of variation (CV)	0.4114852986
Kurtosis	0.8603130919
Mean	3657.214653
Median Absolute Deviation (MAD)	917.5
Skewness	0.9702378559
Sum	65493400
Variance	2264694.103
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3270	62	0.3%
3255	61	0.3%
3055	60	0.3%
3265	58	0.3%
3210	58	0.3%
3145	57	0.3%
3165	56	0.3%
3090	56	0.3%
3260	55	0.3%
3295	54	0.3%
Other values (2274)	17331	96.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
905	1	< 0.1%
1015	2	< 0.1%
1030	1	< 0.1%
1055	3	< 0.1%
1090	1	< 0.1%
1095	1	< 0.1%
1130	1	< 0.1%
1140	1	< 0.1%
1145	1	< 0.1%
1150	1	< 0.1%

Value	Count	Frequency (%)
9985	1	< 0.1%
9970	1	< 0.1%
9925	1	< 0.1%
9915	1	< 0.1%
9885	1	< 0.1%
9870	1	< 0.1%
9834	1	< 0.1%
9813	1	< 0.1%
9755	1	< 0.1%
9660	1	< 0.1%

months_employed
Real number (ℝ_≥0)

ZEROS

Distinct	12
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.186006254

Minimum	0
Maximum	11
Zeros	13201
Zeros (%)	73.7%
Negative	0
Negative (%)	0.0%
Memory size	140.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	6
Maximum	11
Range	11
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	2.400896749
Coefficient of variation (CV)	2.024354206
Kurtosis	3.250647666
Mean	1.186006254
Median Absolute Deviation (MAD)	0
Skewness	2.046884127
Sum	21239
Variance	5.764305197
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	13201	73.7%
5	942	5.3%
1	866	4.8%
6	842	4.7%
2	516	2.9%
3	416	2.3%
4	309	1.7%
9	222	1.2%
10	209	1.2%
7	199	1.1%
Other values (2)	186	1.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	13201	73.7%
1	866	4.8%
2	516	2.9%
3	416	2.3%
4	309	1.7%
5	942	5.3%
6	842	4.7%
7	199	1.1%
8	144	0.8%
9	222	1.2%

Value	Count	Frequency (%)
11	42	0.2%
10	209	1.2%
9	222	1.2%
8	144	0.8%
7	199	1.1%
6	842	4.7%
5	942	5.3%
4	309	1.7%
3	416	2.3%
2	516	2.9%

years_employed
Real number (ℝ_≥0)

ZEROS

Distinct	17
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.526859504

Minimum	0
Maximum	16
Zeros	694
Zeros (%)	3.9%
Negative	0
Negative (%)	0.0%
Memory size	140.0 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	3
Q3	5
95-th percentile	8
Maximum	16
Range	16
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.259731727
Coefficient of variation (CV)	0.6407206537
Kurtosis	0.8738668707
Mean	3.526859504
Median Absolute Deviation (MAD)	1
Skewness	0.9127174816
Sum	63159
Variance	5.106387479
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
2	3856	21.5%
3	3526	19.7%
1	2420	13.5%
6	1990	11.1%
5	1956	10.9%
4	1919	10.7%
0	694	3.9%
7	589	3.3%
9	376	2.1%
10	287	1.6%
Other values (7)	295	1.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	694	3.9%
1	2420	13.5%
2	3856	21.5%
3	3526	19.7%
4	1919	10.7%
5	1956	10.9%
6	1990	11.1%
7	589	3.3%
8	216	1.2%
9	376	2.1%

Value	Count	Frequency (%)
16	2	< 0.1%
15	5	< 0.1%
14	6	< 0.1%
13	9	0.1%
12	13	0.1%
11	44	0.2%
10	287	1.6%
9	376	2.1%
8	216	1.2%
7	589	3.3%

current_address_year
Real number (ℝ_≥0)

ZEROS

Distinct	13
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.584710744

Minimum	0
Maximum	12
Zeros	1486
Zeros (%)	8.3%
Negative	0
Negative (%)	0.0%
Memory size	140.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	3
Q3	5
95-th percentile	9
Maximum	12
Range	12
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.751936664
Coefficient of variation (CV)	0.7676872308
Kurtosis	0.04040600415
Mean	3.584710744
Median Absolute Deviation (MAD)	2
Skewness	0.9034759668
Sum	64195
Variance	7.573155403
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
2	3628	20.3%
1	2772	15.5%
3	2762	15.4%
4	1994	11.1%
0	1486	8.3%
5	1286	7.2%
6	1182	6.6%
9	692	3.9%
8	652	3.6%
7	617	3.4%
Other values (3)	837	4.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1486	8.3%
1	2772	15.5%
2	3628	20.3%
3	2762	15.4%
4	1994	11.1%
5	1286	7.2%
6	1182	6.6%
7	617	3.4%
8	652	3.6%
9	692	3.9%

Value	Count	Frequency (%)
12	11	0.1%
11	228	1.3%
10	598	3.3%
9	692	3.9%
8	652	3.6%
7	617	3.4%
6	1182	6.6%
5	1286	7.2%
4	1994	11.1%
3	2762	15.4%

personal_account_m
Real number (ℝ_≥0)

ZEROS

Distinct	12
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.427183382

Minimum	0
Maximum	11
Zeros	263
Zeros (%)	1.5%
Negative	0
Negative (%)	0.0%
Memory size	140.0 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	2
Q3	5
95-th percentile	7
Maximum	11
Range	11
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.216440083
Coefficient of variation (CV)	0.6467235149
Kurtosis	-0.2342798516
Mean	3.427183382
Median Absolute Deviation (MAD)	1
Skewness	0.7941275108
Sum	61374
Variance	4.912606642
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
2	6091	34.0%
1	2782	15.5%
6	2368	13.2%
3	1632	9.1%
4	1587	8.9%
5	1348	7.5%
7	1135	6.3%
9	377	2.1%
0	263	1.5%
8	209	1.2%
Other values (2)	116	0.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	263	1.5%
1	2782	15.5%
2	6091	34.0%
3	1632	9.1%
4	1587	8.9%
5	1348	7.5%
6	2368	13.2%
7	1135	6.3%
8	209	1.2%
9	377	2.1%

Value	Count	Frequency (%)
11	48	0.3%
10	68	0.4%
9	377	2.1%
8	209	1.2%
7	1135	6.3%
6	2368	13.2%
5	1348	7.5%
4	1587	8.9%
3	1632	9.1%
2	6091	34.0%

personal_account_y
Real number (ℝ_≥0)

ZEROS

Distinct	16
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.503350458

Minimum	0
Maximum	15
Zeros	398
Zeros (%)	2.2%
Negative	0
Negative (%)	0.0%
Memory size	140.0 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	3
Q3	4
95-th percentile	7
Maximum	15
Range	15
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.955568317
Coefficient of variation (CV)	0.5581994553
Kurtosis	1.761587292
Mean	3.503350458
Median Absolute Deviation (MAD)	1
Skewness	1.164914873
Sum	62738
Variance	3.824247444
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
3	5490	30.7%
2	3801	21.2%
4	3400	19.0%
1	1295	7.2%
7	1125	6.3%
5	824	4.6%
6	721	4.0%
8	584	3.3%
0	398	2.2%
10	113	0.6%
Other values (6)	157	0.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	398	2.2%
1	1295	7.2%
2	3801	21.2%
3	5490	30.7%
4	3400	19.0%
5	824	4.6%
6	721	4.0%
7	1125	6.3%
8	584	3.3%
9	62	0.3%

Value	Count	Frequency (%)
15	1	< 0.1%
14	6	< 0.1%
13	4	< 0.1%
12	15	0.1%
11	69	0.4%
10	113	0.6%
9	62	0.3%
8	584	3.3%
7	1125	6.3%
6	721	4.0%

has_debt
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	140.0 KiB

1	14244
0	3664

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	17908
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	14244	79.5%
0	3664	20.5%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
1	14244	79.5%
0	3664	20.5%

Most occurring characters

Value	Count	Frequency (%)
1	14244	79.5%
0	3664	20.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	17908	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	14244	79.5%
0	3664	20.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	17908	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	14244	79.5%
0	3664	20.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	17908	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	14244	79.5%
0	3664	20.5%

amount_requested
Real number (ℝ_≥0)

Distinct	98
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	950.4464485

Minimum	350
Maximum	10200
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	140.0 KiB

Quantile statistics

Minimum	350
5-th percentile	400
Q1	600
median	700
Q3	1100
95-th percentile	2600
Maximum	10200
Range	9850
Interquartile range (IQR)	500

Descriptive statistics

Standard deviation	698.5436832
Coefficient of variation (CV)	0.7349637471
Kurtosis	24.57411204
Mean	950.4464485
Median Absolute Deviation (MAD)	200
Skewness	3.599579126
Sum	17020595
Variance	487963.2774
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
600	2503	14.0%
700	2317	12.9%
400	2252	12.6%
800	1715	9.6%
900	1466	8.2%
500	1357	7.6%
1100	1094	6.1%
1200	896	5.0%
1000	477	2.7%
550	244	1.4%
Other values (88)	3587	20.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
350	46	0.3%
375	1	< 0.1%
400	2252	12.6%
401	13	0.1%
425	10	0.1%
450	224	1.3%
475	3	< 0.1%
500	1357	7.6%
501	14	0.1%
525	8	< 0.1%

Value	Count	Frequency (%)
10200	1	< 0.1%
10100	4	< 0.1%
9900	3	< 0.1%
9800	3	< 0.1%
8300	1	< 0.1%
7900	1	< 0.1%
7800	1	< 0.1%
6300	1	< 0.1%
5800	1	< 0.1%
5200	20	0.1%

risk_score
Real number (ℝ_≥0)

Distinct	1411
Distinct (%)	7.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	61086.30221

Minimum	2100
Maximum	99750
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	140.0 KiB

Quantile statistics

Minimum	2100
5-th percentile	35450
Q1	49350
median	61200
Q3	72750
95-th percentile	85700
Maximum	99750
Range	97650
Interquartile range (IQR)	23400

Descriptive statistics

Standard deviation	15394.25502
Coefficient of variation (CV)	0.2520082975
Kurtosis	-0.6774669325
Mean	61086.30221
Median Absolute Deviation (MAD)	11700
Skewness	-0.02239834722
Sum	1093933500
Variance	236983087.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
60300	41	0.2%
52800	38	0.2%
62850	38	0.2%
72750	37	0.2%
68100	37	0.2%
72450	37	0.2%
49350	35	0.2%
38100	35	0.2%
59250	34	0.2%
67950	34	0.2%
Other values (1401)	17542	98.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2100	1	< 0.1%
2250	1	< 0.1%
2800	1	< 0.1%
4450	1	< 0.1%
6100	1	< 0.1%
11100	1	< 0.1%
11850	1	< 0.1%
13750	1	< 0.1%
15500	1	< 0.1%
15850	1	< 0.1%

Value	Count	Frequency (%)
99750	1	< 0.1%
99600	1	< 0.1%
99550	1	< 0.1%
99450	1	< 0.1%
99300	1	< 0.1%
99200	1	< 0.1%
99150	1	< 0.1%
99000	1	< 0.1%
98950	1	< 0.1%
98900	1	< 0.1%

risk_score_2
Real number (ℝ_≥0)

Distinct	17475
Distinct (%)	97.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.6908776181

Minimum	0.023258235
Maximum	0.999997479
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	140.0 KiB

Quantile statistics

Minimum	0.023258235
5-th percentile	0.5328652102
Q1	0.6409930675
median	0.6995605045
Q3	0.752886555
95-th percentile	0.8201192014
Maximum	0.999997479
Range	0.976739244
Interquartile range (IQR)	0.1118934875

Descriptive statistics

Standard deviation	0.09047039328
Coefficient of variation (CV)	0.1309499554
Kurtosis	2.197558626
Mean	0.6908776181
Median Absolute Deviation (MAD)	0.055833193
Skewness	-0.896817751
Sum	12372.23639
Variance	0.008184892061
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.712057143	3	< 0.1%
0.738753782	3	< 0.1%
0.726331933	3	< 0.1%
0.632270588	3	< 0.1%
0.767216807	3	< 0.1%
0.682552101	3	< 0.1%
0.747897479	3	< 0.1%
0.70047395	3	< 0.1%
0.653989916	3	< 0.1%
0.721905042	2	< 0.1%
Other values (17465)	17879	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.023258235	1	< 0.1%
0.049926134	1	< 0.1%
0.064669832	1	< 0.1%
0.1128	1	< 0.1%
0.113934454	1	< 0.1%
0.134801681	1	< 0.1%
0.166305042	1	< 0.1%
0.174494202	1	< 0.1%
0.190769748	1	< 0.1%
0.201940336	1	< 0.1%

Value	Count	Frequency (%)
0.999997479	1	< 0.1%
0.999947899	1	< 0.1%
0.999797479	1	< 0.1%
0.988086555	1	< 0.1%
0.977121008	1	< 0.1%
0.974789916	1	< 0.1%
0.973058824	1	< 0.1%
0.950252101	1	< 0.1%
0.949579832	1	< 0.1%
0.947361345	1	< 0.1%

risk_score_3
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	3945
Distinct (%)	22.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.8782757628

Minimum	0.451371431
Maximum	0.999023613
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	140.0 KiB

Quantile statistics

Minimum	0.451371431
5-th percentile	0.7711775
Q1	0.850882115
median	0.88100422
Q3	0.912607739
95-th percentile	0.964098133
Maximum	0.999023613
Range	0.547652182
Interquartile range (IQR)	0.061725624

Descriptive statistics

Standard deviation	0.05456319219
Coefficient of variation (CV)	0.06212535345
Kurtosis	0.9497467675
Mean	0.8782757628
Median Absolute Deviation (MAD)	0.030346561
Skewness	-0.5879679624
Sum	15728.16236
Variance	0.002977141942
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.881183785	27	0.2%
0.901227779	26	0.1%
0.867548034	25	0.1%
0.881127671	25	0.1%
0.881105225	25	0.1%
0.881049111	25	0.1%
0.881116448	24	0.1%
0.867536811	24	0.1%
0.881195008	24	0.1%
0.881138894	23	0.1%
Other values (3935)	17660	98.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.451371431	1	< 0.1%
0.50075193	1	< 0.1%
0.529718082	1	< 0.1%
0.536474232	1	< 0.1%
0.554543006	1	< 0.1%
0.601544263	1	< 0.1%
0.627446579	1	< 0.1%
0.63412417	1	< 0.1%
0.642114832	1	< 0.1%
0.64542557	1	< 0.1%

Value	Count	Frequency (%)
0.999023613	1	< 0.1%
0.99901239	1	< 0.1%
0.99893383	1	< 0.1%
0.998832825	1	< 0.1%
0.997890106	1	< 0.1%
0.997845215	1	< 0.1%
0.997833992	1	< 0.1%
0.997777878	1	< 0.1%
0.997755432	2	< 0.1%
0.997744209	1	< 0.1%

risk_score_4
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	17628
Distinct (%)	98.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.583154562

Minimum	0.016724453
Maximum	0.978932031
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	140.0 KiB

Quantile statistics

Minimum	0.016724453
5-th percentile	0.3693354299
Q1	0.5002080077
median	0.5882078125
Q3	0.672394922
95-th percentile	0.778850781
Maximum	0.978932031
Range	0.962207578
Interquartile range (IQR)	0.1721869143

Descriptive statistics

Standard deviation	0.1250612824
Coefficient of variation (CV)	0.2144564933
Kurtosis	-0.01810649831
Mean	0.583154562
Median Absolute Deviation (MAD)	0.086387109
Skewness	-0.2697301031
Sum	10443.1319
Variance	0.01564032437
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.596921094	3	< 0.1%
0.620900781	3	< 0.1%
0.621678906	3	< 0.1%
0.632928125	3	< 0.1%
0.576989844	3	< 0.1%
0.511171094	3	< 0.1%
0.613100781	2	< 0.1%
0.568622656	2	< 0.1%
0.594796094	2	< 0.1%
0.612609375	2	< 0.1%
Other values (17618)	17882	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.016724453	1	< 0.1%
0.019622383	1	< 0.1%
0.083435078	1	< 0.1%
0.08881875	1	< 0.1%
0.089404688	1	< 0.1%
0.099060078	1	< 0.1%
0.114007812	1	< 0.1%
0.130995313	1	< 0.1%
0.134152344	1	< 0.1%
0.13685	1	< 0.1%

Value	Count	Frequency (%)
0.978932031	1	< 0.1%
0.976803125	1	< 0.1%
0.949421094	1	< 0.1%
0.946853906	1	< 0.1%
0.939939063	1	< 0.1%
0.938035938	1	< 0.1%
0.928945312	1	< 0.1%
0.928267188	1	< 0.1%
0.919130469	1	< 0.1%
0.916398437	1	< 0.1%

risk_score_5
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	17597
Distinct (%)	98.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.7182519798

Minimum	0.153367295
Maximum	0.996259854
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	140.0 KiB

Quantile statistics

Minimum	0.153367295
5-th percentile	0.5103716527
Q1	0.633708075
median	0.7251125425
Q3	0.8066806225
95-th percentile	0.9081859225
Maximum	0.996259854
Range	0.842892559
Interquartile range (IQR)	0.1729725475

Descriptive statistics

Standard deviation	0.120697337
Coefficient of variation (CV)	0.1680431665
Kurtosis	-0.3402806097
Mean	0.7182519798
Median Absolute Deviation (MAD)	0.086148283
Skewness	-0.2497580737
Sum	12862.45645
Variance	0.01456784717
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.744025479	3	< 0.1%
0.827665784	2	< 0.1%
0.674464413	2	< 0.1%
0.844620086	2	< 0.1%
0.589840939	2	< 0.1%
0.736693218	2	< 0.1%
0.827620434	2	< 0.1%
0.622526785	2	< 0.1%
0.617816306	2	< 0.1%
0.732567164	2	< 0.1%
Other values (17587)	17887	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.153367295	1	< 0.1%
0.160914885	1	< 0.1%
0.171134562	1	< 0.1%
0.190369257	1	< 0.1%
0.214473534	1	< 0.1%
0.214770111	1	< 0.1%
0.253026729	1	< 0.1%
0.258500468	1	< 0.1%
0.314389593	1	< 0.1%
0.334146223	1	< 0.1%

Value	Count	Frequency (%)
0.996259854	1	< 0.1%
0.993363402	1	< 0.1%
0.993002308	1	< 0.1%
0.992798658	1	< 0.1%
0.992712235	1	< 0.1%
0.992600142	1	< 0.1%
0.991739335	1	< 0.1%
0.991158333	1	< 0.1%
0.989404204	1	< 0.1%
0.989107285	1	< 0.1%

ext_quality_score
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	17463
Distinct (%)	97.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.6231124359

Minimum	0.010184
Maximum	0.970249
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	140.0 KiB

Quantile statistics

Minimum	0.010184
5-th percentile	0.3972336
Q1	0.521735
median	0.625944
Q3	0.72984075
95-th percentile	0.843793
Maximum	0.970249
Range	0.960065
Interquartile range (IQR)	0.20810575

Descriptive statistics

Standard deviation	0.13972853
Coefficient of variation (CV)	0.2242428845
Kurtosis	-0.2640552949
Mean	0.6231124359
Median Absolute Deviation (MAD)	0.10402
Skewness	-0.1991149062
Sum	11158.6975
Variance	0.01952406209
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.580815	6	< 0.1%
0.82401	4	< 0.1%
0.581943	3	< 0.1%
0.62401	3	< 0.1%
0.40358	3	< 0.1%
0.384671	3	< 0.1%
0.663622	3	< 0.1%
0.791364	3	< 0.1%
0.657388	3	< 0.1%
0.598213	3	< 0.1%
Other values (17453)	17874	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.010184	2	< 0.1%
0.012841	1	< 0.1%
0.017339	1	< 0.1%
0.022057	1	< 0.1%
0.025976	1	< 0.1%
0.026695	1	< 0.1%
0.035218	1	< 0.1%
0.045458	1	< 0.1%
0.050427	1	< 0.1%
0.055358	1	< 0.1%

Value	Count	Frequency (%)
0.970249	1	< 0.1%
0.966953	1	< 0.1%
0.963647	1	< 0.1%
0.963075	1	< 0.1%
0.958013	1	< 0.1%
0.956421	1	< 0.1%
0.956027	1	< 0.1%
0.954732	1	< 0.1%
0.953618	1	< 0.1%
0.950682	1	< 0.1%

ext_quality_score_2
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	17469
Distinct (%)	97.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.6220682099

Minimum	0.006622
Maximum	0.966953
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	140.0 KiB

Quantile statistics

Minimum	0.006622
5-th percentile	0.39609975
Q1	0.51967675
median	0.6229735
Q3	0.72894
95-th percentile	0.84288655
Maximum	0.966953
Range	0.960331
Interquartile range (IQR)	0.20926325

Descriptive statistics

Standard deviation	0.1398983016
Coefficient of variation (CV)	0.2248922214
Kurtosis	-0.2874343242
Mean	0.6220682099
Median Absolute Deviation (MAD)	0.1047615
Skewness	-0.1750563576
Sum	11139.9975
Variance	0.01957153479
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.480815	5	< 0.1%
0.850858	5	< 0.1%
0.10358	5	< 0.1%
0.52401	4	< 0.1%
0.667731	3	< 0.1%
0.75134	3	< 0.1%
0.751659	3	< 0.1%
0.637439	3	< 0.1%
0.525689	3	< 0.1%
0.740004	3	< 0.1%
Other values (17459)	17871	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.006622	1	< 0.1%
0.010184	1	< 0.1%
0.013346	1	< 0.1%
0.013973	1	< 0.1%
0.022057	2	< 0.1%
0.026695	1	< 0.1%
0.035218	1	< 0.1%
0.045564	1	< 0.1%
0.077332	1	< 0.1%
0.093683	1	< 0.1%

Value	Count	Frequency (%)
0.966953	1	< 0.1%
0.964559	1	< 0.1%
0.963647	1	< 0.1%
0.961244	1	< 0.1%
0.960768	1	< 0.1%
0.956965	1	< 0.1%
0.956761	1	< 0.1%
0.953601	1	< 0.1%
0.952916	1	< 0.1%
0.951938	1	< 0.1%

inquiries_last_month
Real number (ℝ_≥0)

Distinct	30
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.457225821

Minimum	1
Maximum	30
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	140.0 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	4
median	6
Q3	8
95-th percentile	13
Maximum	30
Range	29
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.67309251
Coefficient of variation (CV)	0.5688344518
Kurtosis	5.67117982
Mean	6.457225821
Median Absolute Deviation (MAD)	2
Skewness	1.916539
Sum	115636
Variance	13.49160859
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
6	2918	16.3%
5	2798	15.6%
4	2351	13.1%
3	1910	10.7%
7	1796	10.0%
8	1330	7.4%
2	1254	7.0%
9	892	5.0%
10	672	3.8%
11	497	2.8%
Other values (20)	1490	8.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	7	< 0.1%
2	1254	7.0%
3	1910	10.7%
4	2351	13.1%
5	2798	15.6%
6	2918	16.3%
7	1796	10.0%
8	1330	7.4%
9	892	5.0%
10	672	3.8%

Value	Count	Frequency (%)
30	4	< 0.1%
29	5	< 0.1%
28	11	0.1%
27	17	0.1%
26	16	0.1%
25	11	0.1%
24	20	0.1%
23	17	0.1%
22	32	0.2%
21	44	0.2%

e_signed
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	140.0 KiB

1	9639
0	8269

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	17908
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	0
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
1	9639	53.8%
0	8269	46.2%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
1	9639	53.8%
0	8269	46.2%

Most occurring characters

Value	Count	Frequency (%)
1	9639	53.8%
0	8269	46.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	17908	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	9639	53.8%
0	8269	46.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	17908	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	9639	53.8%
0	8269	46.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	17908	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	9639	53.8%
0	8269	46.2%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	entry_id	age	pay_schedule	home_owner	income	months_employed	years_employed	current_address_year	personal_account_m	personal_account_y	has_debt	amount_requested	risk_score	risk_score_2	risk_score_3	risk_score_4	risk_score_5	ext_quality_score	ext_quality_score_2	inquiries_last_month	e_signed
0	7629673	40	bi-weekly	1	3135	0	3	3	6	2	1	550	36200	0.737398	0.903517	0.487712	0.515977	0.580918	0.380918	10	1
1	3560428	61	weekly	0	3180	0	6	3	2	7	1	600	30150	0.738510	0.881027	0.713423	0.826402	0.730720	0.630720	9	0
2	6934997	23	weekly	0	1540	6	0	0	7	1	1	450	34550	0.642993	0.766554	0.595018	0.762284	0.531712	0.531712	7	0
3	5682812	40	bi-weekly	0	5230	0	6	1	2	7	1	700	42150	0.665224	0.960832	0.767828	0.778831	0.792552	0.592552	8	1
4	5335819	33	semi-monthly	0	3590	0	5	2	2	8	1	1100	53850	0.617361	0.857560	0.613487	0.665523	0.744634	0.744634	12	0
5	8492423	21	weekly	0	2303	0	5	8	2	7	1	600	74850	0.677109	0.758765	0.495609	0.664762	0.592556	0.492556	6	1
6	7948313	26	bi-weekly	0	2795	0	4	4	1	6	1	800	50800	0.738055	0.873204	0.666437	0.700392	0.584130	0.684130	14	1
7	4297036	43	bi-weekly	0	5000	0	2	1	1	2	1	1100	69100	0.798303	0.841747	0.401971	0.568787	0.525905	0.725905	5	1
8	6493191	32	semi-monthly	0	5260	3	0	3	1	4	1	1150	64050	0.652429	0.802433	0.593816	0.560389	0.569459	0.369459	3	1
9	8908605	51	bi-weekly	1	3055	0	6	11	4	2	1	600	59750	0.624666	0.968565	0.509919	0.749624	0.758607	0.758607	5	1

Last rows

	entry_id	age	pay_schedule	home_owner	income	months_employed	years_employed	current_address_year	personal_account_m	personal_account_y	has_debt	amount_requested	risk_score	risk_score_2	risk_score_3	risk_score_4	risk_score_5	ext_quality_score	ext_quality_score_2	inquiries_last_month	e_signed
17898	2150976	39	bi-weekly	1	5215	0	5	2	5	3	1	600	38200	0.763789	0.737341	0.601577	0.617802	0.666175	0.766175	5	0
17899	6799343	37	bi-weekly	0	3265	0	4	1	5	2	1	1200	67950	0.715218	0.911429	0.606896	0.790531	0.431665	0.531665	2	1
17900	7100872	31	weekly	0	3015	0	2	1	2	2	0	450	42450	0.643778	0.901396	0.632284	0.856231	0.666399	0.566399	6	1
17901	1807355	44	bi-weekly	0	5025	6	2	3	6	3	1	500	54500	0.711895	0.911418	0.522509	0.712864	0.484913	0.584913	9	0
17902	3983229	54	bi-weekly	0	2620	5	2	1	4	2	1	600	55450	0.638183	0.973020	0.502234	0.731239	0.579557	0.679557	6	0
17903	9949728	31	monthly	0	3245	0	5	3	2	6	1	700	71700	0.691126	0.928196	0.664112	0.838012	0.727705	0.627705	2	0
17904	9442442	46	bi-weekly	0	6525	0	2	1	3	3	1	800	51800	0.648525	0.970832	0.699241	0.844724	0.774918	0.474918	3	0
17905	9857590	46	weekly	0	2685	0	5	1	1	8	1	1200	59650	0.677975	0.918141	0.687981	0.939101	0.472045	0.672045	9	0
17906	8708471	42	bi-weekly	0	2515	0	3	5	6	1	1	400	80200	0.642741	0.885684	0.456448	0.686823	0.406568	0.406568	3	1
17907	1498559	29	weekly	1	2665	0	4	10	4	1	1	600	64950	0.720889	0.874372	0.505565	0.631619	0.846163	0.846163	4	1

Overview

Variables

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Cramér's V (φc)

Phik (φk)

Missing values

Sample

First rows

Last rows